{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from pymongo import MongoClient\n",
    "\n",
    "conn = MongoClient('127.0.0.1', 27017)\n",
    "db = conn.indexdata\n",
    "pe_ttm_db = db['pe_ttm']\n",
    "\n",
    "result = pe_ttm_db.find({\"code\":\"000300.XSHG\"})\n",
    "\n",
    "import pandas as pd\n",
    "\n",
    "pe_ttm_df = pd.DataFrame(list(result))  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('username: 15010492066', '0,')"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import jaqs\n",
    "from jaqs.data import DataApi\n",
    "\n",
    "api = DataApi(addr=\"tcp://data.quantos.org:8910\")\n",
    "\n",
    "api.login(\"15010492066\", \"eyJhbGciOiJIUzI1NiJ9.eyJjcmVhdGVfdGltZSI6IjE1MTMwNTA0ODY3MTQiLCJpc3MiOiJhdXRoMCIsImlkIjoiMTUwMTA0OTIwNjYifQ.s_530n20Aelg7-8-1IorTgoa_yp6goImz20hhGIzMGU\") \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "df, msg = api.daily(\n",
    "                symbol=\"000300.SH\", \n",
    "                start_date=20050408,\n",
    "                end_date=20180404,)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib .pyplot as plt  \n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "close_df = pd.DataFrame(columns=['date', 'close'])\n",
    "\n",
    "for index,row in df.iterrows():\n",
    "    trade_date = str(row['trade_date'])[0:4] + \"-\" + str(row['trade_date'])[4:6] + \"-\" + str(row['trade_date'])[6:8]\n",
    "    close_df = close_df.append({\"date\": trade_date, \"close\": row['close']}, ignore_index=True)\n",
    "close_df['date'] = pd.to_datetime(close_df['date'], format=\"%Y-%m-%d\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "pe_ttm_df['date'] = pd.to_datetime(pe_ttm_df['date'], format=\"%Y-%m-%d\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KzYs+Maw7XBmquSvqD0q4pCr5+aFjHg+m/rIFsVi22jbh+TFy+RiFIiGEFS7pIWOCf327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\ntvHoXQLwsiIiqVEuGOkm5mixaBATHqvClQK3NJfPPuOv8Sq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      "text/plain": [
       "<matplotlib.figure.Figure at 0xb1ec110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots()\n",
    "plt.plot(close_df['date'], close_df['close'], label='HS300')\n",
    "ax2 = ax1.twinx()\n",
    "plt.plot(pe_ttm_df['date'],pe_ttm_df['pe_ttm'], label='pe_ttm', color='red')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        vertical-align: top;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>code</th>\n",
       "      <th>freq</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>oi</th>\n",
       "      <th>open</th>\n",
       "      <th>presettle</th>\n",
       "      <th>settle</th>\n",
       "      <th>symbol</th>\n",
       "      <th>trade_date</th>\n",
       "      <th>trade_status</th>\n",
       "      <th>turnover</th>\n",
       "      <th>volume</th>\n",
       "      <th>vwap</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1003.4450</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>1003.6990</td>\n",
       "      <td>979.5290</td>\n",
       "      <td>NaN</td>\n",
       "      <td>984.6650</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050408</td>\n",
       "      <td>交易</td>\n",
       "      <td>9.151350e+09</td>\n",
       "      <td>1.476253e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>995.4210</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>1008.7350</td>\n",
       "      <td>992.7730</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1003.8790</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050411</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.043623e+10</td>\n",
       "      <td>1.593607e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>978.6970</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>993.7110</td>\n",
       "      <td>978.2040</td>\n",
       "      <td>NaN</td>\n",
       "      <td>993.7110</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050412</td>\n",
       "      <td>交易</td>\n",
       "      <td>6.479563e+09</td>\n",
       "      <td>1.022619e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1000.9000</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>1006.4990</td>\n",
       "      <td>987.9500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>987.9500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050413</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.002960e+10</td>\n",
       "      <td>1.607169e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>986.9750</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>1006.4160</td>\n",
       "      <td>985.5780</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1004.6400</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050414</td>\n",
       "      <td>交易</td>\n",
       "      <td>7.813425e+09</td>\n",
       "      <td>1.294571e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>974.0820</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>982.6130</td>\n",
       "      <td>971.9300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>982.6130</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050415</td>\n",
       "      <td>交易</td>\n",
       "      <td>6.541675e+09</td>\n",
       "      <td>1.040896e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>963.7720</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>970.9070</td>\n",
       "      <td>958.6490</td>\n",
       "      <td>NaN</td>\n",
       "      <td>970.9070</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050418</td>\n",
       "      <td>交易</td>\n",
       "      <td>5.329139e+09</td>\n",
       "      <td>8.598400e+08</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>965.8860</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>968.8670</td>\n",
       "      <td>957.9100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>962.9160</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050419</td>\n",
       "      <td>交易</td>\n",
       "      <td>5.768908e+09</td>\n",
       "      <td>9.212623e+08</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>950.8670</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>964.1510</td>\n",
       "      <td>946.1970</td>\n",
       "      <td>NaN</td>\n",
       "      <td>964.1510</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050420</td>\n",
       "      <td>交易</td>\n",
       "      <td>5.300004e+09</td>\n",
       "      <td>8.850705e+08</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>943.9810</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>955.5530</td>\n",
       "      <td>938.5950</td>\n",
       "      <td>NaN</td>\n",
       "      <td>948.8610</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050421</td>\n",
       "      <td>交易</td>\n",
       "      <td>6.140646e+09</td>\n",
       "      <td>9.946145e+08</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>939.1010</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>947.9090</td>\n",
       "      <td>934.9570</td>\n",
       "      <td>NaN</td>\n",
       "      <td>942.9080</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050422</td>\n",
       "      <td>交易</td>\n",
       "      <td>6.373550e+09</td>\n",
       "      <td>1.069188e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>930.0700</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>935.9930</td>\n",
       "      <td>920.1620</td>\n",
       "      <td>NaN</td>\n",
       "      <td>935.9930</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050425</td>\n",
       "      <td>交易</td>\n",
       "      <td>6.667303e+09</td>\n",
       "      <td>1.147048e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>937.0830</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>939.6960</td>\n",
       "      <td>924.6550</td>\n",
       "      <td>NaN</td>\n",
       "      <td>928.4280</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050426</td>\n",
       "      <td>交易</td>\n",
       "      <td>7.029373e+09</td>\n",
       "      <td>1.169047e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>926.6040</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>938.9100</td>\n",
       "      <td>925.8960</td>\n",
       "      <td>NaN</td>\n",
       "      <td>938.5700</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050427</td>\n",
       "      <td>交易</td>\n",
       "      <td>6.432846e+09</td>\n",
       "      <td>1.078061e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>942.0730</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>945.5040</td>\n",
       "      <td>914.8290</td>\n",
       "      <td>NaN</td>\n",
       "      <td>923.5290</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050428</td>\n",
       "      <td>交易</td>\n",
       "      <td>8.315814e+09</td>\n",
       "      <td>1.434349e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>932.3950</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>942.4530</td>\n",
       "      <td>929.8100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>940.8060</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050429</td>\n",
       "      <td>交易</td>\n",
       "      <td>6.853192e+09</td>\n",
       "      <td>1.123542e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>909.1740</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>937.3900</td>\n",
       "      <td>909.1740</td>\n",
       "      <td>NaN</td>\n",
       "      <td>934.6500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050509</td>\n",
       "      <td>交易</td>\n",
       "      <td>4.889696e+09</td>\n",
       "      <td>8.529115e+08</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>913.0760</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>913.3880</td>\n",
       "      <td>892.3130</td>\n",
       "      <td>NaN</td>\n",
       "      <td>905.5430</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050510</td>\n",
       "      <td>交易</td>\n",
       "      <td>5.960911e+09</td>\n",
       "      <td>1.049433e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>901.8510</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>917.2230</td>\n",
       "      <td>900.4380</td>\n",
       "      <td>NaN</td>\n",
       "      <td>911.8380</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050511</td>\n",
       "      <td>交易</td>\n",
       "      <td>5.128333e+09</td>\n",
       "      <td>9.042047e+08</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>885.8200</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>900.0630</td>\n",
       "      <td>883.5110</td>\n",
       "      <td>NaN</td>\n",
       "      <td>899.9680</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050512</td>\n",
       "      <td>交易</td>\n",
       "      <td>6.107327e+09</td>\n",
       "      <td>1.022872e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>887.5430</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>898.5050</td>\n",
       "      <td>875.5760</td>\n",
       "      <td>NaN</td>\n",
       "      <td>883.5050</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050513</td>\n",
       "      <td>交易</td>\n",
       "      <td>6.228420e+09</td>\n",
       "      <td>1.124491e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>875.2710</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>885.3890</td>\n",
       "      <td>869.3340</td>\n",
       "      <td>NaN</td>\n",
       "      <td>885.3890</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050516</td>\n",
       "      <td>交易</td>\n",
       "      <td>4.630088e+09</td>\n",
       "      <td>8.224288e+08</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>881.4620</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>888.2810</td>\n",
       "      <td>868.2120</td>\n",
       "      <td>NaN</td>\n",
       "      <td>873.0770</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050517</td>\n",
       "      <td>交易</td>\n",
       "      <td>4.635199e+09</td>\n",
       "      <td>8.772273e+08</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>883.1960</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>890.4030</td>\n",
       "      <td>871.8210</td>\n",
       "      <td>NaN</td>\n",
       "      <td>881.1410</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050518</td>\n",
       "      <td>交易</td>\n",
       "      <td>4.615409e+09</td>\n",
       "      <td>7.878610e+08</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>884.1710</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>888.0160</td>\n",
       "      <td>871.2890</td>\n",
       "      <td>NaN</td>\n",
       "      <td>882.8420</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050519</td>\n",
       "      <td>交易</td>\n",
       "      <td>4.263473e+09</td>\n",
       "      <td>8.149583e+08</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>882.7630</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>891.0200</td>\n",
       "      <td>879.1800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>883.5130</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050520</td>\n",
       "      <td>交易</td>\n",
       "      <td>3.835476e+09</td>\n",
       "      <td>7.226676e+08</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>863.3410</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>880.2810</td>\n",
       "      <td>862.0980</td>\n",
       "      <td>NaN</td>\n",
       "      <td>880.2810</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050523</td>\n",
       "      <td>交易</td>\n",
       "      <td>3.725791e+09</td>\n",
       "      <td>7.279795e+08</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>868.4560</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>871.7670</td>\n",
       "      <td>855.5870</td>\n",
       "      <td>NaN</td>\n",
       "      <td>861.1950</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050524</td>\n",
       "      <td>交易</td>\n",
       "      <td>4.777972e+09</td>\n",
       "      <td>9.206929e+08</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>868.4510</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>876.3050</td>\n",
       "      <td>861.6590</td>\n",
       "      <td>NaN</td>\n",
       "      <td>867.6580</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050525</td>\n",
       "      <td>交易</td>\n",
       "      <td>3.742173e+09</td>\n",
       "      <td>7.238556e+08</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>857.3310</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>872.8350</td>\n",
       "      <td>854.9560</td>\n",
       "      <td>NaN</td>\n",
       "      <td>867.7580</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020050526</td>\n",
       "      <td>交易</td>\n",
       "      <td>3.470051e+09</td>\n",
       "      <td>6.622786e+08</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3130</th>\n",
       "      <td>4052.7332</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>4058.7878</td>\n",
       "      <td>4009.9202</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4020.9731</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180222</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.383344e+11</td>\n",
       "      <td>1.058116e+10</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3131</th>\n",
       "      <td>4071.0889</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>4085.2008</td>\n",
       "      <td>4035.2319</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4061.7545</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180223</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.281958e+11</td>\n",
       "      <td>9.945875e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3132</th>\n",
       "      <td>4118.4186</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>4128.7435</td>\n",
       "      <td>4048.9834</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4093.3988</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180226</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.790131e+11</td>\n",
       "      <td>1.378810e+10</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3133</th>\n",
       "      <td>4058.9806</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>4120.8712</td>\n",
       "      <td>4051.8054</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4120.8712</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180227</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.696849e+11</td>\n",
       "      <td>1.259345e+10</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3134</th>\n",
       "      <td>4023.6415</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>4051.7124</td>\n",
       "      <td>3991.7063</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4016.7911</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180228</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.524939e+11</td>\n",
       "      <td>1.093436e+10</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3135</th>\n",
       "      <td>4049.0863</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>4061.0328</td>\n",
       "      <td>3986.8947</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3994.8686</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180301</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.460035e+11</td>\n",
       "      <td>1.101999e+10</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3136</th>\n",
       "      <td>4016.4610</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>4044.4183</td>\n",
       "      <td>4006.9435</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4014.9510</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180302</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.309312e+11</td>\n",
       "      <td>9.616500e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3137</th>\n",
       "      <td>4018.0970</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>4042.8346</td>\n",
       "      <td>3995.8715</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4021.6575</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180305</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.181979e+11</td>\n",
       "      <td>8.795255e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3138</th>\n",
       "      <td>4066.5647</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>4067.5525</td>\n",
       "      <td>3998.9317</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4034.9854</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180306</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.713707e+11</td>\n",
       "      <td>1.387624e+10</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3139</th>\n",
       "      <td>4036.6536</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>4089.6964</td>\n",
       "      <td>4027.9363</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4063.5028</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180307</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.365723e+11</td>\n",
       "      <td>1.069524e+10</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3140</th>\n",
       "      <td>4077.6001</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>4078.2263</td>\n",
       "      <td>4029.7144</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4038.9527</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180308</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.236346e+11</td>\n",
       "      <td>9.115581e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3141</th>\n",
       "      <td>4108.8652</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>4110.6738</td>\n",
       "      <td>4076.4537</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4088.0704</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180309</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.500241e+11</td>\n",
       "      <td>1.137018e+10</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3142</th>\n",
       "      <td>4127.6662</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>4139.5259</td>\n",
       "      <td>4112.7658</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4130.7082</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180312</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.903676e+11</td>\n",
       "      <td>1.409067e+10</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3143</th>\n",
       "      <td>4091.2533</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>4130.2829</td>\n",
       "      <td>4087.5629</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4124.3312</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180313</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.411742e+11</td>\n",
       "      <td>1.117664e+10</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3144</th>\n",
       "      <td>4073.3447</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>4089.0942</td>\n",
       "      <td>4066.4896</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4076.0626</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180314</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.315380e+11</td>\n",
       "      <td>9.901341e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3145</th>\n",
       "      <td>4096.1627</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>4098.9890</td>\n",
       "      <td>4058.7058</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4058.7058</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180315</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.268825e+11</td>\n",
       "      <td>8.816116e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3146</th>\n",
       "      <td>4056.4226</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>4110.0451</td>\n",
       "      <td>4055.8220</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4096.8857</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180316</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.221253e+11</td>\n",
       "      <td>8.489619e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3147</th>\n",
       "      <td>4074.2479</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>4074.5180</td>\n",
       "      <td>4033.5216</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4054.6167</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180319</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.181838e+11</td>\n",
       "      <td>8.150288e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3148</th>\n",
       "      <td>4077.7041</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>4080.1925</td>\n",
       "      <td>4040.3080</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4045.7428</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180320</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.119802e+11</td>\n",
       "      <td>8.060528e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3149</th>\n",
       "      <td>4061.0502</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>4110.1158</td>\n",
       "      <td>4046.2408</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4097.0243</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180321</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.393304e+11</td>\n",
       "      <td>9.760949e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3150</th>\n",
       "      <td>4020.3490</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>4072.3771</td>\n",
       "      <td>4003.7210</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4062.0668</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180322</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.276643e+11</td>\n",
       "      <td>8.909526e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3151</th>\n",
       "      <td>3904.9355</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>3928.5114</td>\n",
       "      <td>3834.9373</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3896.7359</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180323</td>\n",
       "      <td>交易</td>\n",
       "      <td>2.189050e+11</td>\n",
       "      <td>1.800804e+10</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3152</th>\n",
       "      <td>3879.8930</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>3883.9010</td>\n",
       "      <td>3829.9155</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3862.6948</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180326</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.566045e+11</td>\n",
       "      <td>1.151391e+10</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3153</th>\n",
       "      <td>3913.2689</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>3936.7780</td>\n",
       "      <td>3881.8726</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3927.4920</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180327</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.622915e+11</td>\n",
       "      <td>1.137007e+10</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3154</th>\n",
       "      <td>3842.7155</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>3907.2811</td>\n",
       "      <td>3835.8825</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3865.0454</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180328</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.558490e+11</td>\n",
       "      <td>1.014949e+10</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3155</th>\n",
       "      <td>3894.0498</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>3913.9578</td>\n",
       "      <td>3794.2617</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3854.5914</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180329</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.649968e+11</td>\n",
       "      <td>1.166291e+10</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3156</th>\n",
       "      <td>3898.4977</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>3915.3473</td>\n",
       "      <td>3879.2128</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3893.7468</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180330</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.379593e+11</td>\n",
       "      <td>9.751227e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3157</th>\n",
       "      <td>3886.9189</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>3937.0183</td>\n",
       "      <td>3882.8856</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3897.0052</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180402</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.593561e+11</td>\n",
       "      <td>1.112427e+10</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3158</th>\n",
       "      <td>3862.4796</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>3878.1504</td>\n",
       "      <td>3839.9333</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3850.1546</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180403</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.320499e+11</td>\n",
       "      <td>9.513737e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3159</th>\n",
       "      <td>3854.8625</td>\n",
       "      <td>000300</td>\n",
       "      <td>1d</td>\n",
       "      <td>3898.6126</td>\n",
       "      <td>3852.4958</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3873.6267</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>000300.SH</td>\n",
       "      <td>1970-01-01 00:00:00.020180404</td>\n",
       "      <td>交易</td>\n",
       "      <td>1.315931e+11</td>\n",
       "      <td>8.873061e+09</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3160 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          close    code freq       high        low  oi       open  presettle  \\\n",
       "0     1003.4450  000300   1d  1003.6990   979.5290 NaN   984.6650        NaN   \n",
       "1      995.4210  000300   1d  1008.7350   992.7730 NaN  1003.8790        NaN   \n",
       "2      978.6970  000300   1d   993.7110   978.2040 NaN   993.7110        NaN   \n",
       "3     1000.9000  000300   1d  1006.4990   987.9500 NaN   987.9500        NaN   \n",
       "4      986.9750  000300   1d  1006.4160   985.5780 NaN  1004.6400        NaN   \n",
       "5      974.0820  000300   1d   982.6130   971.9300 NaN   982.6130        NaN   \n",
       "6      963.7720  000300   1d   970.9070   958.6490 NaN   970.9070        NaN   \n",
       "7      965.8860  000300   1d   968.8670   957.9100 NaN   962.9160        NaN   \n",
       "8      950.8670  000300   1d   964.1510   946.1970 NaN   964.1510        NaN   \n",
       "9      943.9810  000300   1d   955.5530   938.5950 NaN   948.8610        NaN   \n",
       "10     939.1010  000300   1d   947.9090   934.9570 NaN   942.9080        NaN   \n",
       "11     930.0700  000300   1d   935.9930   920.1620 NaN   935.9930        NaN   \n",
       "12     937.0830  000300   1d   939.6960   924.6550 NaN   928.4280        NaN   \n",
       "13     926.6040  000300   1d   938.9100   925.8960 NaN   938.5700        NaN   \n",
       "14     942.0730  000300   1d   945.5040   914.8290 NaN   923.5290        NaN   \n",
       "15     932.3950  000300   1d   942.4530   929.8100 NaN   940.8060        NaN   \n",
       "16     909.1740  000300   1d   937.3900   909.1740 NaN   934.6500        NaN   \n",
       "17     913.0760  000300   1d   913.3880   892.3130 NaN   905.5430        NaN   \n",
       "18     901.8510  000300   1d   917.2230   900.4380 NaN   911.8380        NaN   \n",
       "19     885.8200  000300   1d   900.0630   883.5110 NaN   899.9680        NaN   \n",
       "20     887.5430  000300   1d   898.5050   875.5760 NaN   883.5050        NaN   \n",
       "21     875.2710  000300   1d   885.3890   869.3340 NaN   885.3890        NaN   \n",
       "22     881.4620  000300   1d   888.2810   868.2120 NaN   873.0770        NaN   \n",
       "23     883.1960  000300   1d   890.4030   871.8210 NaN   881.1410        NaN   \n",
       "24     884.1710  000300   1d   888.0160   871.2890 NaN   882.8420        NaN   \n",
       "25     882.7630  000300   1d   891.0200   879.1800 NaN   883.5130        NaN   \n",
       "26     863.3410  000300   1d   880.2810   862.0980 NaN   880.2810        NaN   \n",
       "27     868.4560  000300   1d   871.7670   855.5870 NaN   861.1950        NaN   \n",
       "28     868.4510  000300   1d   876.3050   861.6590 NaN   867.6580        NaN   \n",
       "29     857.3310  000300   1d   872.8350   854.9560 NaN   867.7580        NaN   \n",
       "...         ...     ...  ...        ...        ...  ..        ...        ...   \n",
       "3130  4052.7332  000300   1d  4058.7878  4009.9202 NaN  4020.9731        NaN   \n",
       "3131  4071.0889  000300   1d  4085.2008  4035.2319 NaN  4061.7545        NaN   \n",
       "3132  4118.4186  000300   1d  4128.7435  4048.9834 NaN  4093.3988        NaN   \n",
       "3133  4058.9806  000300   1d  4120.8712  4051.8054 NaN  4120.8712        NaN   \n",
       "3134  4023.6415  000300   1d  4051.7124  3991.7063 NaN  4016.7911        NaN   \n",
       "3135  4049.0863  000300   1d  4061.0328  3986.8947 NaN  3994.8686        NaN   \n",
       "3136  4016.4610  000300   1d  4044.4183  4006.9435 NaN  4014.9510        NaN   \n",
       "3137  4018.0970  000300   1d  4042.8346  3995.8715 NaN  4021.6575        NaN   \n",
       "3138  4066.5647  000300   1d  4067.5525  3998.9317 NaN  4034.9854        NaN   \n",
       "3139  4036.6536  000300   1d  4089.6964  4027.9363 NaN  4063.5028        NaN   \n",
       "3140  4077.6001  000300   1d  4078.2263  4029.7144 NaN  4038.9527        NaN   \n",
       "3141  4108.8652  000300   1d  4110.6738  4076.4537 NaN  4088.0704        NaN   \n",
       "3142  4127.6662  000300   1d  4139.5259  4112.7658 NaN  4130.7082        NaN   \n",
       "3143  4091.2533  000300   1d  4130.2829  4087.5629 NaN  4124.3312        NaN   \n",
       "3144  4073.3447  000300   1d  4089.0942  4066.4896 NaN  4076.0626        NaN   \n",
       "3145  4096.1627  000300   1d  4098.9890  4058.7058 NaN  4058.7058        NaN   \n",
       "3146  4056.4226  000300   1d  4110.0451  4055.8220 NaN  4096.8857        NaN   \n",
       "3147  4074.2479  000300   1d  4074.5180  4033.5216 NaN  4054.6167        NaN   \n",
       "3148  4077.7041  000300   1d  4080.1925  4040.3080 NaN  4045.7428        NaN   \n",
       "3149  4061.0502  000300   1d  4110.1158  4046.2408 NaN  4097.0243        NaN   \n",
       "3150  4020.3490  000300   1d  4072.3771  4003.7210 NaN  4062.0668        NaN   \n",
       "3151  3904.9355  000300   1d  3928.5114  3834.9373 NaN  3896.7359        NaN   \n",
       "3152  3879.8930  000300   1d  3883.9010  3829.9155 NaN  3862.6948        NaN   \n",
       "3153  3913.2689  000300   1d  3936.7780  3881.8726 NaN  3927.4920        NaN   \n",
       "3154  3842.7155  000300   1d  3907.2811  3835.8825 NaN  3865.0454        NaN   \n",
       "3155  3894.0498  000300   1d  3913.9578  3794.2617 NaN  3854.5914        NaN   \n",
       "3156  3898.4977  000300   1d  3915.3473  3879.2128 NaN  3893.7468        NaN   \n",
       "3157  3886.9189  000300   1d  3937.0183  3882.8856 NaN  3897.0052        NaN   \n",
       "3158  3862.4796  000300   1d  3878.1504  3839.9333 NaN  3850.1546        NaN   \n",
       "3159  3854.8625  000300   1d  3898.6126  3852.4958 NaN  3873.6267        NaN   \n",
       "\n",
       "      settle     symbol                    trade_date trade_status  \\\n",
       "0        NaN  000300.SH 1970-01-01 00:00:00.020050408           交易   \n",
       "1        NaN  000300.SH 1970-01-01 00:00:00.020050411           交易   \n",
       "2        NaN  000300.SH 1970-01-01 00:00:00.020050412           交易   \n",
       "3        NaN  000300.SH 1970-01-01 00:00:00.020050413           交易   \n",
       "4        NaN  000300.SH 1970-01-01 00:00:00.020050414           交易   \n",
       "5        NaN  000300.SH 1970-01-01 00:00:00.020050415           交易   \n",
       "6        NaN  000300.SH 1970-01-01 00:00:00.020050418           交易   \n",
       "7        NaN  000300.SH 1970-01-01 00:00:00.020050419           交易   \n",
       "8        NaN  000300.SH 1970-01-01 00:00:00.020050420           交易   \n",
       "9        NaN  000300.SH 1970-01-01 00:00:00.020050421           交易   \n",
       "10       NaN  000300.SH 1970-01-01 00:00:00.020050422           交易   \n",
       "11       NaN  000300.SH 1970-01-01 00:00:00.020050425           交易   \n",
       "12       NaN  000300.SH 1970-01-01 00:00:00.020050426           交易   \n",
       "13       NaN  000300.SH 1970-01-01 00:00:00.020050427           交易   \n",
       "14       NaN  000300.SH 1970-01-01 00:00:00.020050428           交易   \n",
       "15       NaN  000300.SH 1970-01-01 00:00:00.020050429           交易   \n",
       "16       NaN  000300.SH 1970-01-01 00:00:00.020050509           交易   \n",
       "17       NaN  000300.SH 1970-01-01 00:00:00.020050510           交易   \n",
       "18       NaN  000300.SH 1970-01-01 00:00:00.020050511           交易   \n",
       "19       NaN  000300.SH 1970-01-01 00:00:00.020050512           交易   \n",
       "20       NaN  000300.SH 1970-01-01 00:00:00.020050513           交易   \n",
       "21       NaN  000300.SH 1970-01-01 00:00:00.020050516           交易   \n",
       "22       NaN  000300.SH 1970-01-01 00:00:00.020050517           交易   \n",
       "23       NaN  000300.SH 1970-01-01 00:00:00.020050518           交易   \n",
       "24       NaN  000300.SH 1970-01-01 00:00:00.020050519           交易   \n",
       "25       NaN  000300.SH 1970-01-01 00:00:00.020050520           交易   \n",
       "26       NaN  000300.SH 1970-01-01 00:00:00.020050523           交易   \n",
       "27       NaN  000300.SH 1970-01-01 00:00:00.020050524           交易   \n",
       "28       NaN  000300.SH 1970-01-01 00:00:00.020050525           交易   \n",
       "29       NaN  000300.SH 1970-01-01 00:00:00.020050526           交易   \n",
       "...      ...        ...                           ...          ...   \n",
       "3130     NaN  000300.SH 1970-01-01 00:00:00.020180222           交易   \n",
       "3131     NaN  000300.SH 1970-01-01 00:00:00.020180223           交易   \n",
       "3132     NaN  000300.SH 1970-01-01 00:00:00.020180226           交易   \n",
       "3133     NaN  000300.SH 1970-01-01 00:00:00.020180227           交易   \n",
       "3134     NaN  000300.SH 1970-01-01 00:00:00.020180228           交易   \n",
       "3135     NaN  000300.SH 1970-01-01 00:00:00.020180301           交易   \n",
       "3136     NaN  000300.SH 1970-01-01 00:00:00.020180302           交易   \n",
       "3137     NaN  000300.SH 1970-01-01 00:00:00.020180305           交易   \n",
       "3138     NaN  000300.SH 1970-01-01 00:00:00.020180306           交易   \n",
       "3139     NaN  000300.SH 1970-01-01 00:00:00.020180307           交易   \n",
       "3140     NaN  000300.SH 1970-01-01 00:00:00.020180308           交易   \n",
       "3141     NaN  000300.SH 1970-01-01 00:00:00.020180309           交易   \n",
       "3142     NaN  000300.SH 1970-01-01 00:00:00.020180312           交易   \n",
       "3143     NaN  000300.SH 1970-01-01 00:00:00.020180313           交易   \n",
       "3144     NaN  000300.SH 1970-01-01 00:00:00.020180314           交易   \n",
       "3145     NaN  000300.SH 1970-01-01 00:00:00.020180315           交易   \n",
       "3146     NaN  000300.SH 1970-01-01 00:00:00.020180316           交易   \n",
       "3147     NaN  000300.SH 1970-01-01 00:00:00.020180319           交易   \n",
       "3148     NaN  000300.SH 1970-01-01 00:00:00.020180320           交易   \n",
       "3149     NaN  000300.SH 1970-01-01 00:00:00.020180321           交易   \n",
       "3150     NaN  000300.SH 1970-01-01 00:00:00.020180322           交易   \n",
       "3151     NaN  000300.SH 1970-01-01 00:00:00.020180323           交易   \n",
       "3152     NaN  000300.SH 1970-01-01 00:00:00.020180326           交易   \n",
       "3153     NaN  000300.SH 1970-01-01 00:00:00.020180327           交易   \n",
       "3154     NaN  000300.SH 1970-01-01 00:00:00.020180328           交易   \n",
       "3155     NaN  000300.SH 1970-01-01 00:00:00.020180329           交易   \n",
       "3156     NaN  000300.SH 1970-01-01 00:00:00.020180330           交易   \n",
       "3157     NaN  000300.SH 1970-01-01 00:00:00.020180402           交易   \n",
       "3158     NaN  000300.SH 1970-01-01 00:00:00.020180403           交易   \n",
       "3159     NaN  000300.SH 1970-01-01 00:00:00.020180404           交易   \n",
       "\n",
       "          turnover        volume  vwap  \n",
       "0     9.151350e+09  1.476253e+09   0.0  \n",
       "1     1.043623e+10  1.593607e+09   0.0  \n",
       "2     6.479563e+09  1.022619e+09   0.0  \n",
       "3     1.002960e+10  1.607169e+09   0.0  \n",
       "4     7.813425e+09  1.294571e+09   0.0  \n",
       "5     6.541675e+09  1.040896e+09   0.0  \n",
       "6     5.329139e+09  8.598400e+08   0.0  \n",
       "7     5.768908e+09  9.212623e+08   0.0  \n",
       "8     5.300004e+09  8.850705e+08   0.0  \n",
       "9     6.140646e+09  9.946145e+08   0.0  \n",
       "10    6.373550e+09  1.069188e+09   0.0  \n",
       "11    6.667303e+09  1.147048e+09   0.0  \n",
       "12    7.029373e+09  1.169047e+09   0.0  \n",
       "13    6.432846e+09  1.078061e+09   0.0  \n",
       "14    8.315814e+09  1.434349e+09   0.0  \n",
       "15    6.853192e+09  1.123542e+09   0.0  \n",
       "16    4.889696e+09  8.529115e+08   0.0  \n",
       "17    5.960911e+09  1.049433e+09   0.0  \n",
       "18    5.128333e+09  9.042047e+08   0.0  \n",
       "19    6.107327e+09  1.022872e+09   0.0  \n",
       "20    6.228420e+09  1.124491e+09   0.0  \n",
       "21    4.630088e+09  8.224288e+08   0.0  \n",
       "22    4.635199e+09  8.772273e+08   0.0  \n",
       "23    4.615409e+09  7.878610e+08   0.0  \n",
       "24    4.263473e+09  8.149583e+08   0.0  \n",
       "25    3.835476e+09  7.226676e+08   0.0  \n",
       "26    3.725791e+09  7.279795e+08   0.0  \n",
       "27    4.777972e+09  9.206929e+08   0.0  \n",
       "28    3.742173e+09  7.238556e+08   0.0  \n",
       "29    3.470051e+09  6.622786e+08   0.0  \n",
       "...            ...           ...   ...  \n",
       "3130  1.383344e+11  1.058116e+10   0.0  \n",
       "3131  1.281958e+11  9.945875e+09   0.0  \n",
       "3132  1.790131e+11  1.378810e+10   0.0  \n",
       "3133  1.696849e+11  1.259345e+10   0.0  \n",
       "3134  1.524939e+11  1.093436e+10   0.0  \n",
       "3135  1.460035e+11  1.101999e+10   0.0  \n",
       "3136  1.309312e+11  9.616500e+09   0.0  \n",
       "3137  1.181979e+11  8.795255e+09   0.0  \n",
       "3138  1.713707e+11  1.387624e+10   0.0  \n",
       "3139  1.365723e+11  1.069524e+10   0.0  \n",
       "3140  1.236346e+11  9.115581e+09   0.0  \n",
       "3141  1.500241e+11  1.137018e+10   0.0  \n",
       "3142  1.903676e+11  1.409067e+10   0.0  \n",
       "3143  1.411742e+11  1.117664e+10   0.0  \n",
       "3144  1.315380e+11  9.901341e+09   0.0  \n",
       "3145  1.268825e+11  8.816116e+09   0.0  \n",
       "3146  1.221253e+11  8.489619e+09   0.0  \n",
       "3147  1.181838e+11  8.150288e+09   0.0  \n",
       "3148  1.119802e+11  8.060528e+09   0.0  \n",
       "3149  1.393304e+11  9.760949e+09   0.0  \n",
       "3150  1.276643e+11  8.909526e+09   0.0  \n",
       "3151  2.189050e+11  1.800804e+10   0.0  \n",
       "3152  1.566045e+11  1.151391e+10   0.0  \n",
       "3153  1.622915e+11  1.137007e+10   0.0  \n",
       "3154  1.558490e+11  1.014949e+10   0.0  \n",
       "3155  1.649968e+11  1.166291e+10   0.0  \n",
       "3156  1.379593e+11  9.751227e+09   0.0  \n",
       "3157  1.593561e+11  1.112427e+10   0.0  \n",
       "3158  1.320499e+11  9.513737e+09   0.0  \n",
       "3159  1.315931e+11  8.873061e+09   0.0  \n",
       "\n",
       "[3160 rows x 15 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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